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Apple’s new Containerization framework (announced at WWDC 2025) is interesting here. Unlike Docker on Mac, which runs all containers inside a single shared Linux VM, Apple gives each container its own lightweight VM via the Virtualization framework on Apple Silicon. Each container gets its own kernel, its own ext4 filesystem, and its own IP address. It is essentially the microVM model applied to local development, with OCI image compatibility. It is still early, but it collapses the gap between “local development containers” and “properly isolated sandboxes” in a way that Docker Desktop never did.
更进一步,创作者可以调整每个参考素材的“影响权重”。例如,你可以将角色图片的权重调高以确保面部高度保真,同时将运动参考视频的权重调低,允许AI在遵循大体动作的同时进行更平滑的创意发挥。